Overview

Dataset statistics

Number of variables26
Number of observations150000
Missing cells19168
Missing cells (%)0.5%
Duplicate rows233
Duplicate rows (%)0.2%
Total size in memory29.8 MiB
Average record size in memory208.0 B

Variable types

NUM24
CAT1
BOOL1

Reproduction

Analysis started2020-08-28 05:13:44.822808
Analysis finished2020-08-28 05:15:38.626629
Duration1 minute and 53.8 seconds
Versionpandas-profiling v2.8.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml

Warnings

Dataset has 233 (0.2%) duplicate rows Duplicates
v_5 is highly correlated with v_2 and 1 other fieldsHigh correlation
v_2 is highly correlated with v_5 and 1 other fieldsHigh correlation
v_6 is highly correlated with v_1 and 1 other fieldsHigh correlation
v_1 is highly correlated with v_6 and 1 other fieldsHigh correlation
v_7 is highly correlated with v_2 and 1 other fieldsHigh correlation
v_8 is highly correlated with v_3High correlation
v_3 is highly correlated with v_8High correlation
v_9 is highly correlated with v_4High correlation
v_4 is highly correlated with v_9 and 1 other fieldsHigh correlation
v_10 is highly correlated with v_1 and 1 other fieldsHigh correlation
v_13 is highly correlated with v_4High correlation
车身类型 has 4506 (3.0%) missing values Missing
燃油类型 has 8680 (5.8%) missing values Missing
变速箱 has 5981 (4.0%) missing values Missing
发动机功率 is highly skewed (γ1 = 65.86317787) Skewed
车型编码 has 11762 (7.8%) zeros Zeros
汽车品牌 has 31480 (21.0%) zeros Zeros
车身类型 has 41420 (27.6%) zeros Zeros
燃油类型 has 91656 (61.1%) zeros Zeros
发动机功率 has 12829 (8.6%) zeros Zeros
地区编码 has 3931 (2.6%) zeros Zeros
v_5 has 4485 (3.0%) zeros Zeros
v_6 has 35465 (23.6%) zeros Zeros
v_7 has 5467 (3.6%) zeros Zeros
v_8 has 1597 (1.1%) zeros Zeros
v_9 has 3486 (2.3%) zeros Zeros

Variables

使用时间
Real number (ℝ≥0)

Distinct count9042
Unique (%)6.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4533.244153333333
Minimum88
Maximum9222
Zeros0
Zeros (%)0.0%
Memory size1.1 MiB

Quantile statistics

Minimum88
5-th percentile1310
Q13051
median4567
Q36025
95-th percentile7635
Maximum9222
Range9134
Interquartile range (IQR)2974

Descriptive statistics

Standard deviation1963.275329
Coefficient of variation (CV)0.4330839598
Kurtosis-0.7025105742
Mean4533.244153
Median Absolute Deviation (MAD)1486
Skewness-0.02456421055
Sum679986623
Variance3854450.017
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
58661080.1%
 
58631070.1%
 
58591050.1%
 
58701040.1%
 
5865980.1%
 
5862950.1%
 
5851930.1%
 
5848910.1%
 
5858900.1%
 
5852900.1%
 
Other values (9032)14901999.3%
 
ValueCountFrequency (%) 
881< 0.1%
 
911< 0.1%
 
942< 0.1%
 
963< 0.1%
 
972< 0.1%
 
ValueCountFrequency (%) 
92221< 0.1%
 
92202< 0.1%
 
92193< 0.1%
 
92185< 0.1%
 
92173< 0.1%
 

车型编码
Real number (ℝ≥0)

ZEROS

Distinct count248
Unique (%)0.2%
Missing1
Missing (%)< 0.1%
Infinite0
Infinite (%)0.0%
Mean47.129020860139065
Minimum0.0
Maximum247.0
Zeros11762
Zeros (%)7.8%
Memory size1.1 MiB

Quantile statistics

Minimum0
5-th percentile0
Q110
median30
Q366
95-th percentile162
Maximum247
Range247
Interquartile range (IQR)56

Descriptive statistics

Standard deviation49.53603965
Coefficient of variation (CV)1.051072964
Kurtosis1.740483202
Mean47.12902086
Median Absolute Deviation (MAD)24
Skewness1.484387653
Sum7069306
Variance2453.819225
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0117627.8%
 
1995736.4%
 
484455.6%
 
160384.0%
 
2951863.5%
 
4850523.4%
 
4045023.0%
 
2644963.0%
 
843912.9%
 
3138272.6%
 
Other values (238)8672757.8%
 
ValueCountFrequency (%) 
0117627.8%
 
160384.0%
 
22860.2%
 
39200.6%
 
484455.6%
 
ValueCountFrequency (%) 
2471< 0.1%
 
2467< 0.1%
 
2452< 0.1%
 
2443< 0.1%
 
2434< 0.1%
 

汽车品牌
Real number (ℝ≥0)

ZEROS

Distinct count40
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean8.052733333333334
Minimum0
Maximum39
Zeros31480
Zeros (%)21.0%
Memory size1.1 MiB

Quantile statistics

Minimum0
5-th percentile0
Q11
median6
Q313
95-th percentile25
Maximum39
Range39
Interquartile range (IQR)12

Descriptive statistics

Standard deviation7.864956341
Coefficient of variation (CV)0.9766815832
Kurtosis1.076201475
Mean8.052733333
Median Absolute Deviation (MAD)5
Skewness1.150760283
Sum1207910
Variance61.85753825
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
03148021.0%
 
41673711.2%
 
141608910.7%
 
10142499.5%
 
1137949.2%
 
6102176.8%
 
973064.9%
 
546653.1%
 
1338172.5%
 
1129452.0%
 
Other values (30)2870119.1%
 
ValueCountFrequency (%) 
03148021.0%
 
1137949.2%
 
23210.2%
 
324611.6%
 
41673711.2%
 
ValueCountFrequency (%) 
399< 0.1%
 
3865< 0.1%
 
373330.2%
 
362280.2%
 
351800.1%
 

车身类型
Real number (ℝ≥0)

MISSING
ZEROS

Distinct count8
Unique (%)< 0.1%
Missing4506
Missing (%)3.0%
Infinite0
Infinite (%)0.0%
Mean1.7923694447881011
Minimum0.0
Maximum7.0
Zeros41420
Zeros (%)27.6%
Memory size1.1 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median1
Q33
95-th percentile6
Maximum7
Range7
Interquartile range (IQR)3

Descriptive statistics

Standard deviation1.760639503
Coefficient of variation (CV)0.9822972091
Kurtosis0.2069369316
Mean1.792369445
Median Absolute Deviation (MAD)1
Skewness0.991529939
Sum260779
Variance3.099851461
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
04142027.6%
 
13527223.5%
 
23032420.2%
 
3134919.0%
 
496096.4%
 
576075.1%
 
664824.3%
 
712890.9%
 
(Missing)45063.0%
 
ValueCountFrequency (%) 
04142027.6%
 
13527223.5%
 
23032420.2%
 
3134919.0%
 
496096.4%
 
ValueCountFrequency (%) 
712890.9%
 
664824.3%
 
576075.1%
 
496096.4%
 
3134919.0%
 

燃油类型
Real number (ℝ≥0)

MISSING
ZEROS

Distinct count7
Unique (%)< 0.1%
Missing8680
Missing (%)5.8%
Infinite0
Infinite (%)0.0%
Mean0.37584206057175207
Minimum0.0
Maximum6.0
Zeros91656
Zeros (%)61.1%
Memory size1.1 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile1
Maximum6
Range6
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.5486766226
Coefficient of variation (CV)1.459859553
Kurtosis5.8800487
Mean0.3758420606
Median Absolute Deviation (MAD)0
Skewness1.595485994
Sum53114
Variance0.3010460362
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
09165661.1%
 
14699131.3%
 
222121.5%
 
32620.2%
 
41180.1%
 
545< 0.1%
 
636< 0.1%
 
(Missing)86805.8%
 
ValueCountFrequency (%) 
09165661.1%
 
14699131.3%
 
222121.5%
 
32620.2%
 
41180.1%
 
ValueCountFrequency (%) 
636< 0.1%
 
545< 0.1%
 
41180.1%
 
32620.2%
 
222121.5%
 

变速箱
Boolean

MISSING

Distinct count2
Unique (%)< 0.1%
Missing5981
Missing (%)4.0%
Memory size1.1 MiB
0
111623
1
32396
(Missing)
 
5981
ValueCountFrequency (%) 
011162374.4%
 
13239621.6%
 
(Missing)59814.0%
 

发动机功率
Real number (ℝ≥0)

SKEWED
ZEROS

Distinct count566
Unique (%)0.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean119.31654666666667
Minimum0
Maximum19312
Zeros12829
Zeros (%)8.6%
Memory size1.1 MiB

Quantile statistics

Minimum0
5-th percentile0
Q175
median110
Q3150
95-th percentile232
Maximum19312
Range19312
Interquartile range (IQR)75

Descriptive statistics

Standard deviation177.1684192
Coefficient of variation (CV)1.484860433
Kurtosis5733.451054
Mean119.3165467
Median Absolute Deviation (MAD)37
Skewness65.86317787
Sum17897482
Variance31388.64875
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0128298.6%
 
7595936.4%
 
15064954.3%
 
6063744.2%
 
14059634.0%
 
10155373.7%
 
11651773.5%
 
9048903.3%
 
17047913.2%
 
10544573.0%
 
Other values (556)8389455.9%
 
ValueCountFrequency (%) 
0128298.6%
 
18< 0.1%
 
23< 0.1%
 
33< 0.1%
 
49< 0.1%
 
ValueCountFrequency (%) 
193121< 0.1%
 
179321< 0.1%
 
177001< 0.1%
 
174101< 0.1%
 
173221< 0.1%
 

已行驶公里
Real number (ℝ≥0)

Distinct count13
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean12.59716
Minimum0.5
Maximum15.0
Zeros0
Zeros (%)0.0%
Memory size1.1 MiB

Quantile statistics

Minimum0.5
5-th percentile4
Q112.5
median15
Q315
95-th percentile15
Maximum15
Range14.5
Interquartile range (IQR)2.5

Descriptive statistics

Standard deviation3.919575532
Coefficient of variation (CV)0.3111475549
Kurtosis1.141934188
Mean12.59716
Median Absolute Deviation (MAD)0
Skewness-1.525921365
Sum1889574
Variance15.36307235
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
159687764.6%
 
12.51572210.5%
 
1064594.3%
 
952573.5%
 
845733.0%
 
740842.7%
 
637252.5%
 
531442.1%
 
427181.8%
 
325011.7%
 
Other values (3)49403.3%
 
ValueCountFrequency (%) 
0.518401.2%
 
17460.5%
 
223541.6%
 
325011.7%
 
427181.8%
 
ValueCountFrequency (%) 
159687764.6%
 
12.51572210.5%
 
1064594.3%
 
952573.5%
 
845733.0%
 
Distinct count3
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size1.1 MiB
0
111361
2
24324
1
 
14315
ValueCountFrequency (%) 
011136174.2%
 
22432416.2%
 
1143159.5%
 

Length

Max length1
Median length1
Mean length1
Min length1

地区编码
Real number (ℝ≥0)

ZEROS

Distinct count82
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean25.34024
Minimum0
Maximum81
Zeros3931
Zeros (%)2.6%
Memory size1.1 MiB

Quantile statistics

Minimum0
5-th percentile1
Q110
median21
Q338
95-th percentile62
Maximum81
Range81
Interquartile range (IQR)28

Descriptive statistics

Standard deviation18.85179831
Coefficient of variation (CV)0.7439471096
Kurtosis-0.3413712186
Mean25.34024
Median Absolute Deviation (MAD)13
Skewness0.6887596705
Sum3801036
Variance355.3902993
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
741872.8%
 
141302.8%
 
039312.6%
 
439262.6%
 
236622.4%
 
1136302.4%
 
336022.4%
 
1035412.4%
 
635032.3%
 
833852.3%
 
Other values (72)11250375.0%
 
ValueCountFrequency (%) 
039312.6%
 
141302.8%
 
236622.4%
 
336022.4%
 
439262.6%
 
ValueCountFrequency (%) 
8113< 0.1%
 
80890.1%
 
791430.1%
 
781500.1%
 
772600.2%
 

交易价格
Real number (ℝ≥0)

Distinct count3763
Unique (%)2.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5923.327333333334
Minimum11
Maximum99999
Zeros0
Zeros (%)0.0%
Memory size1.1 MiB

Quantile statistics

Minimum11
5-th percentile400
Q11300
median3250
Q37700
95-th percentile19970
Maximum99999
Range99988
Interquartile range (IQR)6400

Descriptive statistics

Standard deviation7501.998477
Coefficient of variation (CV)1.266517627
Kurtosis18.99518336
Mean5923.327333
Median Absolute Deviation (MAD)2351
Skewness3.346486763
Sum888499100
Variance56279981.14
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
50023371.6%
 
150021581.4%
 
120019221.3%
 
100018501.2%
 
250018211.2%
 
60015351.0%
 
350015331.0%
 
80015131.0%
 
200013780.9%
 
99913560.9%
 
Other values (3753)13259788.4%
 
ValueCountFrequency (%) 
112< 0.1%
 
123< 0.1%
 
136< 0.1%
 
141< 0.1%
 
1513< 0.1%
 
ValueCountFrequency (%) 
999995< 0.1%
 
999901< 0.1%
 
999001< 0.1%
 
984301< 0.1%
 
980002< 0.1%
 

v_0
Real number (ℝ≥0)

Distinct count143997
Unique (%)96.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean44.406267531451824
Minimum30.451976492574097
Maximum52.304178264130876
Zeros0
Zeros (%)0.0%
Memory size1.1 MiB

Quantile statistics

Minimum30.45197649
5-th percentile40.9957098
Q143.13579888
median44.61026572
Q346.0047209
95-th percentile47.74725825
Maximum52.30417826
Range21.85220177
Interquartile range (IQR)2.868922015

Descriptive statistics

Standard deviation2.457547906
Coefficient of variation (CV)0.05534236591
Kurtosis3.993841049
Mean44.40626753
Median Absolute Deviation (MAD)1.431596579
Skewness-1.316712325
Sum6660940.13
Variance6.039541711
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
45.3491146920< 0.1%
 
48.087216516< 0.1%
 
47.8403568915< 0.1%
 
48.6181496215< 0.1%
 
48.2514302315< 0.1%
 
47.5684503115< 0.1%
 
48.4334397214< 0.1%
 
48.2659073314< 0.1%
 
47.8029890514< 0.1%
 
47.6664440212< 0.1%
 
Other values (143987)14985099.9%
 
ValueCountFrequency (%) 
30.451976491< 0.1%
 
30.60739421< 0.1%
 
30.827899381< 0.1%
 
30.82930161< 0.1%
 
31.002200291< 0.1%
 
ValueCountFrequency (%) 
52.304178261< 0.1%
 
51.881516561< 0.1%
 
51.815421361< 0.1%
 
51.712444761< 0.1%
 
51.704406411< 0.1%
 

v_1
Real number (ℝ)

HIGH CORRELATION

Distinct count143998
Unique (%)96.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.044809123013864215
Minimum-4.295588902998176
Maximum7.320308374832437
Zeros0
Zeros (%)0.0%
Memory size1.1 MiB

Quantile statistics

Minimum-4.295588903
5-th percentile-3.315105571
Q1-3.192349286
median-3.052671416
Q34.000669795
95-th percentile5.156493473
Maximum7.320308375
Range11.61589728
Interquartile range (IQR)7.193019081

Descriptive statistics

Standard deviation3.641893018
Coefficient of variation (CV)-81.27570398
Kurtosis-1.753016996
Mean-0.04480912301
Median Absolute Deviation (MAD)0.2473609618
Skewness0.3594542872
Sum-6721.368452
Variance13.26338475
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-3.24513302720< 0.1%
 
3.18332271116< 0.1%
 
1.94273192315< 0.1%
 
2.79673868315< 0.1%
 
3.35494927215< 0.1%
 
3.11668778415< 0.1%
 
3.39624399814< 0.1%
 
3.19536316714< 0.1%
 
2.88685838914< 0.1%
 
3.40029463212< 0.1%
 
Other values (143988)14985099.9%
 
ValueCountFrequency (%) 
-4.2955889031< 0.1%
 
-4.2369042171< 0.1%
 
-4.2002435041< 0.1%
 
-4.1698942831< 0.1%
 
-4.114646811< 0.1%
 
ValueCountFrequency (%) 
7.3203083751< 0.1%
 
7.2996018311< 0.1%
 
7.2704477551< 0.1%
 
7.2513852231< 0.1%
 
7.1895988721< 0.1%
 

v_2
Real number (ℝ)

HIGH CORRELATION

Distinct count143997
Unique (%)96.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.08076505844810172
Minimum-4.470671429633041
Maximum19.035496499120867
Zeros0
Zeros (%)0.0%
Memory size1.1 MiB

Quantile statistics

Minimum-4.47067143
5-th percentile-1.78064028
Q1-0.9706712005
median-0.3829468904
Q30.2413348522
95-th percentile1.228078873
Maximum19.0354965
Range23.50616793
Interquartile range (IQR)1.212006053

Descriptive statistics

Standard deviation2.929617945
Coefficient of variation (CV)36.27333405
Kurtosis23.86059102
Mean0.08076505845
Median Absolute Deviation (MAD)0.605197914
Skewness4.842555904
Sum12114.75877
Variance8.582661304
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-0.349859950620< 0.1%
 
0.826576765916< 0.1%
 
0.980616481415< 0.1%
 
0.030707602515< 0.1%
 
-0.158364141815< 0.1%
 
0.887762497715< 0.1%
 
0.985872358614< 0.1%
 
-0.128923062814< 0.1%
 
-0.028164446114< 0.1%
 
0.47056890112< 0.1%
 
Other values (143987)14985099.9%
 
ValueCountFrequency (%) 
-4.470671431< 0.1%
 
-4.1557429051< 0.1%
 
-4.0225342991< 0.1%
 
-3.7413925531< 0.1%
 
-3.7379704212< 0.1%
 
ValueCountFrequency (%) 
19.03549651< 0.1%
 
18.994308911< 0.1%
 
18.802117711< 0.1%
 
18.676413951< 0.1%
 
18.656750781< 0.1%
 

v_3
Real number (ℝ)

HIGH CORRELATION

Distinct count143998
Unique (%)96.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.07883342346011436
Minimum-7.2750367067226875
Maximum9.854701534498924
Zeros0
Zeros (%)0.0%
Memory size1.1 MiB

Quantile statistics

Minimum-7.275036707
5-th percentile-3.173722911
Q1-1.462580044
median0.09972198465
Q31.565838202
95-th percentile3.34599903
Maximum9.854701534
Range17.12973824
Interquartile range (IQR)3.028418246

Descriptive statistics

Standard deviation2.026514036
Coefficient of variation (CV)25.70627973
Kurtosis-0.4180058877
Mean0.07883342346
Median Absolute Deviation (MAD)1.511755874
Skewness0.1062920405
Sum11825.01352
Variance4.106759138
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-0.218200512320< 0.1%
 
-1.31298998216< 0.1%
 
-1.61987292515< 0.1%
 
-2.00661231415< 0.1%
 
-1.38275605315< 0.1%
 
-1.6124324515< 0.1%
 
-1.69095303514< 0.1%
 
-1.88184968114< 0.1%
 
-1.71350925714< 0.1%
 
-1.19948773912< 0.1%
 
Other values (143988)14985099.9%
 
ValueCountFrequency (%) 
-7.2750367071< 0.1%
 
-5.8170294591< 0.1%
 
-5.500691721< 0.1%
 
-5.4550906721< 0.1%
 
-5.4162551611< 0.1%
 
ValueCountFrequency (%) 
9.8547015341< 0.1%
 
9.3692268641< 0.1%
 
9.1815250541< 0.1%
 
9.1215675291< 0.1%
 
9.1026539621< 0.1%
 

v_4
Real number (ℝ)

HIGH CORRELATION

Distinct count143998
Unique (%)96.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.017874614748535456
Minimum-4.364565242136745
Maximum6.829351640037848
Zeros0
Zeros (%)0.0%
Memory size1.1 MiB

Quantile statistics

Minimum-4.364565242
5-th percentile-1.694681469
Q1-0.9211914838
median-0.07591042907
Q30.8687584354
95-th percentile2.100814569
Maximum6.82935164
Range11.19391688
Interquartile range (IQR)1.789949919

Descriptive statistics

Standard deviation1.193661387
Coefficient of variation (CV)66.77969868
Kurtosis-0.1972952432
Mean0.01787461475
Median Absolute Deviation (MAD)0.8881576237
Skewness0.3679889702
Sum2681.192212
Variance1.424827506
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-1.62682823320< 0.1%
 
0.696775176116< 0.1%
 
1.2354578615< 0.1%
 
-0.364986222215< 0.1%
 
-0.365899502515< 0.1%
 
-0.379815392815< 0.1%
 
-0.304814687414< 0.1%
 
-0.393283208114< 0.1%
 
1.61713592714< 0.1%
 
-0.291028604512< 0.1%
 
Other values (143988)14985099.9%
 
ValueCountFrequency (%) 
-4.3645652421< 0.1%
 
-4.2336259661< 0.1%
 
-4.2115009951< 0.1%
 
-4.1561681641< 0.1%
 
-4.0955550321< 0.1%
 
ValueCountFrequency (%) 
6.829351641< 0.1%
 
4.959093981< 0.1%
 
4.9554698031< 0.1%
 
4.877270691< 0.1%
 
4.8465670741< 0.1%
 

v_5
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct count139624
Unique (%)93.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.24820352840088944
Minimum0.0
Maximum0.2918381130785164
Zeros4485
Zeros (%)3.0%
Memory size1.1 MiB

Quantile statistics

Minimum0
5-th percentile0.2270593411
Q10.2436153531
median0.2577979663
Q30.2652972593
95-th percentile0.2779034901
Maximum0.2918381131
Range0.2918381131
Interquartile range (IQR)0.02168190624

Descriptive statistics

Standard deviation0.04580397102
Coefficient of variation (CV)0.1845419818
Kurtosis22.93408106
Mean0.2482035284
Median Absolute Deviation (MAD)0.009677048151
Skewness-4.737093909
Sum37230.52926
Variance0.002098003761
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
044853.0%
 
0.269405813220< 0.1%
 
0.256226431816< 0.1%
 
0.265763855315< 0.1%
 
0.260995784115< 0.1%
 
0.261082081615< 0.1%
 
0.277096619715< 0.1%
 
0.277397421514< 0.1%
 
0.260631374614< 0.1%
 
0.26312581814< 0.1%
 
Other values (139614)14537796.9%
 
ValueCountFrequency (%) 
044853.0%
 
1.182991951e-051< 0.1%
 
3.541627639e-051< 0.1%
 
4.983770368e-051< 0.1%
 
9.987459124e-051< 0.1%
 
ValueCountFrequency (%) 
0.29183811311< 0.1%
 
0.29162210471< 0.1%
 
0.2914730691< 0.1%
 
0.29143128431< 0.1%
 
0.2912938371< 0.1%
 

v_6
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct count109766
Unique (%)73.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.04492300430596483
Minimum0.0
Maximum0.15141959589716678
Zeros35465
Zeros (%)23.6%
Memory size1.1 MiB

Quantile statistics

Minimum0
5-th percentile0
Q13.811099819e-05
median0.0008120586185
Q30.1020092977
95-th percentile0.119640585
Maximum0.1514195959
Range0.1514195959
Interquartile range (IQR)0.1019711867

Descriptive statistics

Standard deviation0.05174278749
Coefficient of variation (CV)1.151810488
Kurtosis-1.742566654
Mean0.04492300431
Median Absolute Deviation (MAD)0.0008120586185
Skewness0.3680730421
Sum6738.450646
Variance0.002677316057
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
03546523.6%
 
5.281627533e-0520< 0.1%
 
0.0934723056316< 0.1%
 
0.0918874552915< 0.1%
 
0.0950288338515< 0.1%
 
0.0875616372315< 0.1%
 
0.0752118678115< 0.1%
 
0.0928530516114< 0.1%
 
0.0887036155314< 0.1%
 
0.0954522984414< 0.1%
 
Other values (109756)11439776.3%
 
ValueCountFrequency (%) 
03546523.6%
 
1.498903956e-081< 0.1%
 
1.855559964e-081< 0.1%
 
3.458416163e-081< 0.1%
 
5.365260697e-081< 0.1%
 
ValueCountFrequency (%) 
0.15141959591< 0.1%
 
0.15110577131< 0.1%
 
0.15038921331< 0.1%
 
0.15032204621< 0.1%
 
0.14991015031< 0.1%
 

v_7
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct count138709
Unique (%)92.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.12469246111865895
Minimum0.0
Maximum1.4049363754803494
Zeros5467
Zeros (%)3.6%
Memory size1.1 MiB

Quantile statistics

Minimum0
5-th percentile0.007337314046
Q10.06247353269
median0.09586589827
Q30.1252429449
95-th percentile0.1681911025
Maximum1.404936375
Range1.404936375
Interquartile range (IQR)0.06276941225

Descriptive statistics

Standard deviation0.2014095303
Coefficient of variation (CV)1.615250261
Kurtosis25.84548929
Mean0.1246924611
Median Absolute Deviation (MAD)0.03105539056
Skewness5.130233019
Sum18703.86917
Variance0.04056579891
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
054673.6%
 
0.124212572220< 0.1%
 
0.130271918216< 0.1%
 
0.140907486915< 0.1%
 
0.0516797522815< 0.1%
 
0.0815952102415< 0.1%
 
0.13966734415< 0.1%
 
0.0729295705814< 0.1%
 
0.140864800314< 0.1%
 
0.045171096214< 0.1%
 
Other values (138699)14439596.3%
 
ValueCountFrequency (%) 
054673.6%
 
8.788703506e-071< 0.1%
 
4.967235703e-061< 0.1%
 
5.313628437e-061< 0.1%
 
7.115923657e-061< 0.1%
 
ValueCountFrequency (%) 
1.4049363751< 0.1%
 
1.4019990121< 0.1%
 
1.3878465941< 0.1%
 
1.3853667871< 0.1%
 
1.3729341791< 0.1%
 

v_8
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct count142451
Unique (%)95.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.058143854762190576
Minimum0.0
Maximum0.16079098534254374
Zeros1597
Zeros (%)1.1%
Memory size1.1 MiB

Quantile statistics

Minimum0
5-th percentile0.01353156407
Q10.03533368675
median0.05701359764
Q30.07938157081
95-th percentile0.1087993996
Maximum0.1607909853
Range0.1607909853
Interquartile range (IQR)0.04404788406

Descriptive statistics

Standard deviation0.02918575568
Coefficient of variation (CV)0.5019577013
Kurtosis-0.6362252576
Mean0.05814385476
Median Absolute Deviation (MAD)0.02199898145
Skewness0.204613257
Sum8721.578214
Variance0.0008518083346
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
015971.1%
 
0.0673580088820< 0.1%
 
0.0747416888316< 0.1%
 
0.073268143315< 0.1%
 
0.0846955635215< 0.1%
 
0.0759046805915< 0.1%
 
0.0766635564515< 0.1%
 
0.0753755761614< 0.1%
 
0.0805840454414< 0.1%
 
0.0786583525914< 0.1%
 
Other values (142441)14826598.8%
 
ValueCountFrequency (%) 
015971.1%
 
9.229282312e-071< 0.1%
 
2.029666399e-061< 0.1%
 
4.413213728e-061< 0.1%
 
6.403629719e-061< 0.1%
 
ValueCountFrequency (%) 
0.16079098531< 0.1%
 
0.15970960241< 0.1%
 
0.15776628131< 0.1%
 
0.15557614191< 0.1%
 
0.15384940681< 0.1%
 

v_9
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct count140617
Unique (%)93.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.06199589470172912
Minimum0.0
Maximum0.2227874876178012
Zeros3486
Zeros (%)2.3%
Memory size1.1 MiB

Quantile statistics

Minimum0
5-th percentile0.009496496083
Q10.03393017697
median0.05848366702
Q30.08749054835
95-th percentile0.1248414393
Maximum0.2227874876
Range0.2227874876
Interquartile range (IQR)0.05356037137

Descriptive statistics

Standard deviation0.03569197873
Coefficient of variation (CV)0.575715197
Kurtosis-0.3214911789
Mean0.0619958947
Median Absolute Deviation (MAD)0.02654984894
Skewness0.4195007497
Sum9299.384205
Variance0.001273917346
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
034862.3%
 
0.0148667291520< 0.1%
 
0.0827647696816< 0.1%
 
0.0458773960615< 0.1%
 
0.0515351016715< 0.1%
 
0.101149737815< 0.1%
 
0.0467653032515< 0.1%
 
0.0496107149814< 0.1%
 
0.1108865714< 0.1%
 
0.0482027481614< 0.1%
 
Other values (140607)14637697.6%
 
ValueCountFrequency (%) 
034862.3%
 
1.271994569e-061< 0.1%
 
3.552864466e-061< 0.1%
 
5.529589418e-061< 0.1%
 
7.708846052e-061< 0.1%
 
ValueCountFrequency (%) 
0.22278748761< 0.1%
 
0.21361695911< 0.1%
 
0.21176917371< 0.1%
 
0.2110746741< 0.1%
 
0.21040216271< 0.1%
 

v_10
Real number (ℝ)

HIGH CORRELATION

Distinct count143997
Unique (%)96.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.0010002388086431846
Minimum-9.16819241041124
Maximum12.357010623760555
Zeros0
Zeros (%)0.0%
Memory size1.1 MiB

Quantile statistics

Minimum-9.16819241
5-th percentile-5.65890342
Q1-3.72230288
median1.624076331
Q32.844356776
95-th percentile4.056172056
Maximum12.35701062
Range21.52520303
Interquartile range (IQR)6.566659656

Descriptive statistics

Standard deviation3.772386394
Coefficient of variation (CV)-3771.485731
Kurtosis-0.5779350635
Mean-0.001000238809
Median Absolute Deviation (MAD)2.148033959
Skewness0.02522046412
Sum-150.0358213
Variance14.23089911
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2.32938640620< 0.1%
 
-4.30348055216< 0.1%
 
-4.75735850315< 0.1%
 
-4.04739992615< 0.1%
 
-4.38392889315< 0.1%
 
-3.16323577715< 0.1%
 
-4.81588449714< 0.1%
 
-3.95085720514< 0.1%
 
-4.68644227214< 0.1%
 
-4.29457831712< 0.1%
 
Other values (143987)14985099.9%
 
ValueCountFrequency (%) 
-9.168192411< 0.1%
 
-9.1095250991< 0.1%
 
-8.7988098731< 0.1%
 
-8.7768985451< 0.1%
 
-8.5638862871< 0.1%
 
ValueCountFrequency (%) 
12.357010621< 0.1%
 
12.31930271< 0.1%
 
12.285298821< 0.1%
 
12.180502951< 0.1%
 
12.169001071< 0.1%
 

v_11
Real number (ℝ)

Distinct count143997
Unique (%)96.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.009034543472760127
Minimum-5.558206704301587
Maximum18.81904246676505
Zeros0
Zeros (%)0.0%
Memory size1.1 MiB

Quantile statistics

Minimum-5.558206704
5-th percentile-3.373762442
Q1-1.951543007
median-0.3580526972
Q31.255021657
95-th percentile2.840711833
Maximum18.81904247
Range24.37724917
Interquartile range (IQR)3.206564665

Descriptive statistics

Standard deviation3.286071221
Coefficient of variation (CV)363.7229962
Kurtosis12.56873147
Mean0.009034543473
Median Absolute Deviation (MAD)1.603479007
Skewness3.029145813
Sum1355.181521
Variance10.79826407
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-2.25559064420< 0.1%
 
-0.330053027216< 0.1%
 
-0.802613557815< 0.1%
 
-0.0798717039715< 0.1%
 
-1.43649360815< 0.1%
 
-1.10794025415< 0.1%
 
-1.22980565514< 0.1%
 
-0.305946370814< 0.1%
 
-1.12489246514< 0.1%
 
0.0958698500412< 0.1%
 
Other values (143987)14985099.9%
 
ValueCountFrequency (%) 
-5.5582067041< 0.1%
 
-5.4030442251< 0.1%
 
-5.3911541021< 0.1%
 
-5.3665801891< 0.1%
 
-5.3628609911< 0.1%
 
ValueCountFrequency (%) 
18.819042471< 0.1%
 
18.802071841< 0.1%
 
18.801218361< 0.1%
 
18.78710181< 0.1%
 
18.765443011< 0.1%
 

v_12
Real number (ℝ)

Distinct count143997
Unique (%)96.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.004812595252074081
Minimum-9.639552113720727
Maximum13.847791524358339
Zeros0
Zeros (%)0.0%
Memory size1.1 MiB

Quantile statistics

Minimum-9.639552114
5-th percentile-3.790116166
Q1-1.871845761
median-0.1307533175
Q31.776932949
95-th percentile4.100404318
Maximum13.84779152
Range23.48734364
Interquartile range (IQR)3.64877871

Descriptive statistics

Standard deviation2.517477676
Coefficient of variation (CV)523.1018908
Kurtosis0.2689373892
Mean0.004812595252
Median Absolute Deviation (MAD)1.819659384
Skewness0.3653576011
Sum721.8892878
Variance6.33769385
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.847433065320< 0.1%
 
2.48629694416< 0.1%
 
3.09796275915< 0.1%
 
2.1044704815< 0.1%
 
2.37525568215< 0.1%
 
2.51577680915< 0.1%
 
2.26027318414< 0.1%
 
2.7697400614< 0.1%
 
2.38738234314< 0.1%
 
1.78798339912< 0.1%
 
Other values (143987)14985099.9%
 
ValueCountFrequency (%) 
-9.6395521141< 0.1%
 
-9.4041058921< 0.1%
 
-9.2888950571< 0.1%
 
-9.2239925771< 0.1%
 
-8.6792900011< 0.1%
 
ValueCountFrequency (%) 
13.847791521< 0.1%
 
13.562011371< 0.1%
 
13.113042841< 0.1%
 
13.083661411< 0.1%
 
12.973056811< 0.1%
 

v_13
Real number (ℝ)

HIGH CORRELATION

Distinct count143998
Unique (%)96.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.00031261194390561173
Minimum-4.153898795903344
Maximum11.147668612774803
Zeros0
Zeros (%)0.0%
Memory size1.1 MiB

Quantile statistics

Minimum-4.153898796
5-th percentile-1.931083984
Q1-1.057788984
median-0.03624460356
Q30.9428130826
95-th percentile2.187794499
Maximum11.14766861
Range15.30156741
Interquartile range (IQR)2.000602067

Descriptive statistics

Standard deviation1.288987639
Coefficient of variation (CV)4123.283402
Kurtosis-0.4382740227
Mean0.0003126119439
Median Absolute Deviation (MAD)1.002843891
Skewness0.2679151914
Sum46.89179159
Variance1.661489135
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-1.69849692120< 0.1%
 
-0.0434626713516< 0.1%
 
-0.367855255115< 0.1%
 
-0.49945274615< 0.1%
 
0.54869661415< 0.1%
 
-0.834697159115< 0.1%
 
1.03732396214< 0.1%
 
-0.375957369214< 0.1%
 
-0.662800105814< 0.1%
 
-0.477793505712< 0.1%
 
Other values (143988)14985099.9%
 
ValueCountFrequency (%) 
-4.1538987961< 0.1%
 
-4.1027684961< 0.1%
 
-4.0749224081< 0.1%
 
-4.07212171< 0.1%
 
-4.0697420291< 0.1%
 
ValueCountFrequency (%) 
11.147668611< 0.1%
 
5.2497497851< 0.1%
 
5.2495721371< 0.1%
 
5.232337221< 0.1%
 
5.2286021351< 0.1%
 

v_14
Real number (ℝ)

Distinct count143998
Unique (%)96.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.0006882314377190305
Minimum-6.5465559654597785
Maximum8.658417876941384
Zeros0
Zeros (%)0.0%
Memory size1.1 MiB

Quantile statistics

Minimum-6.546555965
5-th percentile-2.109160871
Q1-0.4370336682
median0.1412459925
Q30.6803780745
95-th percentile1.365639579
Maximum8.658417877
Range15.20497384
Interquartile range (IQR)1.117411743

Descriptive statistics

Standard deviation1.038685151
Coefficient of variation (CV)-1509.209104
Kurtosis2.393525934
Mean-0.0006882314377
Median Absolute Deviation (MAD)0.5573812386
Skewness-1.186355325
Sum-103.2347157
Variance1.078866844
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.00301493659920< 0.1%
 
-2.29034371516< 0.1%
 
1.0274867315< 0.1%
 
-1.33041248415< 0.1%
 
-3.05944411915< 0.1%
 
0.869586171115< 0.1%
 
0.979706133414< 0.1%
 
-2.48878148514< 0.1%
 
-0.550825834814< 0.1%
 
-0.609325025312< 0.1%
 
Other values (143988)14985099.9%
 
ValueCountFrequency (%) 
-6.5465559651< 0.1%
 
-6.1247084981< 0.1%
 
-6.1232919141< 0.1%
 
-6.1132913041< 0.1%
 
-6.0661073981< 0.1%
 
ValueCountFrequency (%) 
8.6584178771< 0.1%
 
2.7439927171< 0.1%
 
2.7294424871< 0.1%
 
2.6973647261< 0.1%
 
2.6288654621< 0.1%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Missing values

Sample

First rows

使用时间车型编码汽车品牌车身类型燃油类型变速箱发动机功率已行驶公里有无尚未修复的损坏地区编码交易价格v_0v_1v_2v_3v_4v_5v_6v_7v_8v_9v_10v_11v_12v_13v_14
0438530.061.00.00.06012.5010185043.3577963.9663440.0502572.1597441.1437860.2356760.1019880.1295490.0228160.097462-2.8818032.804097-2.4208210.7952920.914762
1475740.012.00.00.0015.0243360045.3052735.2361120.1379251.380657-1.4221650.2647770.1210040.1357310.0265970.020582-4.9004822.096338-1.030483-1.7226740.245522
24382115.0151.00.00.016312.5028622245.9783594.8237921.319524-0.998467-0.9969110.2514100.1149120.1651470.0621730.027075-4.8467491.8035591.565330-0.832687-0.229963
37125109.0100.00.01.019315.004240045.6874784.492574-0.0506160.883600-2.2280790.2742930.1103000.1219640.0333950.000000-4.5095991.285940-0.501868-2.438353-0.478699
41531110.051.00.00.0685.0069520044.3835112.0314330.572169-1.5712392.2460880.2280360.0732050.0918800.0788190.121534-1.8962400.9107830.9311102.8345181.923482
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Duplicate rows

Most frequent

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